Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "106"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 106 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 84 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 82 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 106, Node N09:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459901 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.425626 0.526236 0.885667 0.797103 1.395011 0.080462 0.128203 -0.090423 0.0682 0.0717 0.0080 nan nan
2459900 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.640950 0.340228 0.755684 0.752812 -0.200266 -0.148672 0.173725 -0.078925 0.6314 0.6641 0.3264 nan nan
2459898 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.428693 0.133204 0.623880 0.694529 -0.627133 0.273881 1.328610 -0.311573 0.6764 0.6955 0.3772 nan nan
2459897 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.443821 0.185459 0.481804 0.813777 1.214099 -0.022569 0.133892 -0.122650 0.6735 0.6933 0.3773 nan nan
2459896 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.324050 0.298431 0.851300 0.886145 2.143597 0.738851 -0.101159 0.248257 0.6731 0.6947 0.3779 nan nan
2459895 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.101369 0.741620 0.761852 0.589952 -0.676291 -0.577096 0.713180 0.379087 0.7824 0.7772 0.2351 nan nan
2459894 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.421124 0.314133 0.253681 0.581663 0.817987 0.581687 -0.164028 -0.573965 0.6826 0.6951 0.3583 nan nan
2459893 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.219166 0.387240 0.548052 0.778916 0.668574 0.689239 0.578096 0.065984 0.6810 0.6976 0.3645 nan nan
2459892 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.618492 0.178381 0.788573 0.875122 3.012801 1.159363 0.583303 0.009045 0.6812 0.7033 0.3635 nan nan
2459891 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.582067 0.081974 0.500613 0.837079 2.189899 1.099946 0.437730 -0.304987 0.6764 0.6974 0.3665 nan nan
2459890 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.451567 0.526288 0.707932 0.708494 2.360666 1.191736 -0.410247 -0.179939 0.6828 0.6951 0.3685 nan nan
2459889 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.512594 0.279219 0.319450 0.640271 1.811481 0.814948 -0.023622 -0.508078 0.6891 0.6996 0.3639 nan nan
2459888 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.445722 0.202244 0.950770 0.870031 1.163079 0.502703 -0.054503 0.039207 0.7048 0.7190 0.3562 nan nan
2459887 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.656812 0.196552 1.147849 0.817430 0.608093 0.836446 -0.126343 0.249463 0.6895 0.7009 0.3672 nan nan
2459886 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.370257 0.324040 1.074918 0.920368 0.935586 0.616371 1.199967 0.856514 0.7736 0.7640 0.2997 nan nan
2459885 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.184794 1.099373 4.823438 2.137779 4.257820 0.450025 0.457865 -0.673218 0.7417 0.7383 0.3198 nan nan
2459884 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.298497 0.612484 1.006191 0.717715 1.805187 1.168419 -0.093400 0.377999 0.6899 0.6915 0.3698 nan nan
2459883 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.131370 0.549570 5.532245 2.325325 3.708503 1.191160 -0.161155 0.526763 0.6885 0.6976 0.3601 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.711715 1.845157 4.303112 2.122087 3.261550 1.657306 0.144778 0.506580 0.6928 0.6997 0.3551 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.513376 0.773896 4.672967 1.402822 2.164252 -0.198999 2.143658 0.363870 0.7286 0.7446 0.3083 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.204394 0.944047 5.616752 2.320152 3.364677 1.264758 0.053406 0.108950 0.6834 0.6980 0.3709 nan nan
2459879 digital_ok 100.00% 100.00% 100.00% 0.00% - - 211.857913 212.441713 inf inf 3684.881937 3687.238409 9570.105084 9479.723765 nan nan nan nan nan
2459878 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.653378 1.076781 6.908075 2.818811 3.976227 1.296036 1.179811 0.500871 0.0596 0.0616 0.0070 nan nan
2459876 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.451171 1.430768 4.903369 3.100115 2.237569 -0.340033 1.329228 0.357189 0.0597 0.0636 0.0070 nan nan
2459875 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.197291 1.226281 5.537162 2.846890 1.805490 0.196399 -0.398767 -0.265070 0.0566 0.0622 0.0061 nan nan
2459874 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.099829 1.541243 2.496772 1.269061 1.482419 0.182503 0.771854 -0.597437 0.0582 0.0632 0.0072 nan nan
2459873 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.005844 1.286782 2.597686 1.353869 2.148011 0.911911 -0.344479 -0.429417 0.7035 0.6918 0.3640 nan nan
2459872 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.299261 1.211731 2.938411 1.410282 0.989671 -0.168083 0.482754 -0.532475 0.0608 0.0587 0.0061 nan nan
2459871 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.210778 0.815880 4.742720 2.282947 0.810803 -0.655445 -0.177059 -0.120898 0.0727 0.0736 0.0081 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.133417 1.614165 3.959844 1.977256 4.059121 1.740704 1.148292 -0.396028 0.7091 0.7014 0.3682 nan nan
2459869 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.458726 2.240673 4.909002 2.467887 2.417078 -0.129253 0.163713 -0.830187 0.7163 0.7168 0.3625 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.526825 1.262297 5.203437 2.271930 2.673172 0.309458 1.107947 -0.309746 0.6992 0.6907 0.3795 nan nan
2459867 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.333460 1.012794 3.532669 1.583633 2.237491 0.420969 0.598573 -0.814850 0.7098 0.6968 0.3796 nan nan
2459866 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.187350 1.045664 3.866181 2.165692 3.131771 1.599448 -0.241028 -0.521700 0.7086 0.6977 0.3745 nan nan
2459865 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.447169 1.249061 2.292907 1.415091 1.140746 0.493287 -0.154084 -0.422799 0.0622 0.0637 0.0069 nan nan
2459864 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.323755 0.390018 -1.067526 -1.004587 1.237586 0.867695 1.303534 1.155713 0.7100 0.6961 0.3895 nan nan
2459863 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.530526 1.194707 -0.593555 -0.379401 2.742246 2.984973 0.641125 1.153714 0.7038 0.6850 0.3832 nan nan
2459862 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.781290 0.159806 -0.892858 -0.868870 0.915582 -0.319209 -0.118877 0.003788 0.6846 0.7077 0.3994 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.164426 0.421546 -0.375844 -0.118023 2.105270 1.564841 1.139912 -0.371244 0.7133 0.6893 0.3941 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.371307 0.452379 -1.219317 -0.772634 1.426930 -0.600380 0.158761 -0.890436 0.7234 0.6946 0.3885 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.103065 0.116801 -0.019756 0.039097 2.084054 1.132120 -0.387052 -0.419104 0.7253 0.6973 0.3872 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.062956 0.694042 -0.208994 -0.113092 3.890060 2.959829 0.456107 0.500852 0.7369 0.7043 0.3975 1.707951 1.577145
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.029081 0.419561 -2.579107 -2.484136 1.463985 0.103576 2.468473 -0.982198 0.0293 0.0269 0.0016 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.57% 0.719102 1.036083 -0.566113 -1.079378 3.177419 0.860348 0.023666 -0.515844 0.7293 0.7183 0.3808 1.779394 1.545055
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.362446 0.859514 0.718173 -1.292318 3.929367 1.302491 0.354042 -0.639696 0.7090 0.7328 0.4108 2.696211 2.529686
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.319953 1.107608 0.028655 -0.216675 3.608221 0.645629 1.600599 -0.619523 0.7236 0.7503 0.4194 2.925271 2.636796
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 4.49% 0.101835 1.255730 0.003646 0.185362 2.689140 0.925552 0.570452 -0.452498 0.7475 0.7077 0.4061 1.728765 1.450095
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 1.62% 1.827600 1.034061 -0.684295 0.998969 2.800454 0.857216 -0.724541 0.938512 0.8469 0.8511 0.2201 2.640417 2.838679
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.58% -0.033359 1.555819 -0.061285 0.210880 2.938626 0.436761 1.084881 -1.023524 0.7522 0.7730 0.3334 1.666770 1.457727
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.122151 1.909479 2.205273 0.803672 5.470118 2.096916 1.587292 -0.690271 0.7487 0.7641 0.3420 3.919024 3.603522
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.448357 3.332557 -0.960771 15.607373 4.442841 1.355907 0.237477 -1.401249 0.7320 0.7771 0.3696 3.520978 3.466572
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.756639 3.484165 -0.230631 15.281069 4.019471 2.680862 0.067364 -1.243901 0.7333 0.7153 0.4201 7.667704 5.908809
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.919831 6.142071 -0.872417 12.992412 2.998140 4.410051 0.509805 -1.160102 0.8490 0.7040 0.4535 2.956756 2.367870
2459845 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 388.589887 388.722430 inf inf 7848.040183 7755.053472 7341.827114 7206.079902 nan nan nan 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.667514 0.065203 2.083667 -1.042644 -0.432748 -2.536100 0.045356 -1.552204 0.7447 0.7127 0.2458 1.889827 1.660168
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.422148 1.900713 2.266088 0.713733 -0.292360 0.702208 -0.382242 -0.308184 0.0280 0.0261 0.0025 nan nan
2459839 digital_ok 100.00% - - - - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.322631 6.317014 3.436514 21.057469 4.497498 16.194903 0.576211 -3.088740 0.7358 0.7312 0.3992 4.622181 4.098666
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0364 0.0380 0.0017 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.691827 -1.142355 0.085558 0.230426 0.058621 0.941705 1.586343 -0.807803 0.0365 0.0387 0.0017 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459832 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459830 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459827 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.602825 13.756607 5.561900 23.587636 0.944584 33.177677 3.306526 2.844978 0.8029 0.6038 0.5117 4.636421 3.571039
2459825 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.616581 15.886505 6.485772 21.789377 0.964834 22.122136 0.457046 0.005663 0.8098 0.6316 0.5067 3.805714 3.109539
2459821 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.708459 17.860626 6.329170 17.977776 3.534730 28.047848 6.535589 9.437961 0.8157 0.6800 0.4967 2.919873 2.527181
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.148872 12.741994 5.030913 26.042591 0.779791 35.774862 2.120522 -5.153754 0.8437 0.6160 0.5722 3.594422 2.891095
2459815 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.695716 20.168516 2.936524 19.269566 6.086813 64.163352 4.041508 -5.597026 0.8156 0.7254 0.4081 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 106: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 1.395011 -0.425626 0.526236 0.885667 0.797103 1.395011 0.080462 0.128203 -0.090423

Antenna 106: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 0.755684 -0.640950 0.340228 0.755684 0.752812 -0.200266 -0.148672 0.173725 -0.078925

Antenna 106: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Discontinuties 1.328610 0.133204 -0.428693 0.694529 0.623880 0.273881 -0.627133 -0.311573 1.328610

Antenna 106: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 1.214099 0.185459 -0.443821 0.813777 0.481804 -0.022569 1.214099 -0.122650 0.133892

Antenna 106: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 2.143597 0.298431 -0.324050 0.886145 0.851300 0.738851 2.143597 0.248257 -0.101159

Antenna 106: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 0.761852 -0.101369 0.741620 0.761852 0.589952 -0.676291 -0.577096 0.713180 0.379087

Antenna 106: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 0.817987 0.314133 -0.421124 0.581663 0.253681 0.581687 0.817987 -0.573965 -0.164028

Antenna 106: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Power 0.778916 -0.219166 0.387240 0.548052 0.778916 0.668574 0.689239 0.578096 0.065984

Antenna 106: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 3.012801 0.178381 -0.618492 0.875122 0.788573 1.159363 3.012801 0.009045 0.583303

Antenna 106: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 2.189899 -0.582067 0.081974 0.500613 0.837079 2.189899 1.099946 0.437730 -0.304987

Antenna 106: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 2.360666 0.526288 -0.451567 0.708494 0.707932 1.191736 2.360666 -0.179939 -0.410247

Antenna 106: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 1.811481 -0.512594 0.279219 0.319450 0.640271 1.811481 0.814948 -0.023622 -0.508078

Antenna 106: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 1.163079 0.202244 -0.445722 0.870031 0.950770 0.502703 1.163079 0.039207 -0.054503

Antenna 106: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 1.147849 0.196552 -0.656812 0.817430 1.147849 0.836446 0.608093 0.249463 -0.126343

Antenna 106: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Discontinuties 1.199967 0.370257 0.324040 1.074918 0.920368 0.935586 0.616371 1.199967 0.856514

Antenna 106: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 4.823438 1.099373 0.184794 2.137779 4.823438 0.450025 4.257820 -0.673218 0.457865

Antenna 106: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 1.805187 0.612484 -0.298497 0.717715 1.006191 1.168419 1.805187 0.377999 -0.093400

Antenna 106: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 5.532245 0.549570 0.131370 2.325325 5.532245 1.191160 3.708503 0.526763 -0.161155

Antenna 106: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 4.303112 1.845157 0.711715 2.122087 4.303112 1.657306 3.261550 0.506580 0.144778

Antenna 106: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 4.672967 0.773896 0.513376 1.402822 4.672967 -0.198999 2.164252 0.363870 2.143658

Antenna 106: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 5.616752 0.944047 0.204394 2.320152 5.616752 1.264758 3.364677 0.108950 0.053406

Antenna 106: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Power inf 212.441713 211.857913 inf inf 3687.238409 3684.881937 9479.723765 9570.105084

Antenna 106: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 6.908075 1.076781 0.653378 2.818811 6.908075 1.296036 3.976227 0.500871 1.179811

Antenna 106: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 4.903369 0.451171 1.430768 4.903369 3.100115 2.237569 -0.340033 1.329228 0.357189

Antenna 106: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 5.537162 0.197291 1.226281 5.537162 2.846890 1.805490 0.196399 -0.398767 -0.265070

Antenna 106: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 2.496772 -0.099829 1.541243 2.496772 1.269061 1.482419 0.182503 0.771854 -0.597437

Antenna 106: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 2.597686 0.005844 1.286782 2.597686 1.353869 2.148011 0.911911 -0.344479 -0.429417

Antenna 106: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 2.938411 1.211731 0.299261 1.410282 2.938411 -0.168083 0.989671 -0.532475 0.482754

Antenna 106: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 4.742720 0.815880 0.210778 2.282947 4.742720 -0.655445 0.810803 -0.120898 -0.177059

Antenna 106: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 4.059121 0.133417 1.614165 3.959844 1.977256 4.059121 1.740704 1.148292 -0.396028

Antenna 106: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 4.909002 0.458726 2.240673 4.909002 2.467887 2.417078 -0.129253 0.163713 -0.830187

Antenna 106: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 5.203437 0.526825 1.262297 5.203437 2.271930 2.673172 0.309458 1.107947 -0.309746

Antenna 106: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 3.532669 0.333460 1.012794 3.532669 1.583633 2.237491 0.420969 0.598573 -0.814850

Antenna 106: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 3.866181 1.045664 0.187350 2.165692 3.866181 1.599448 3.131771 -0.521700 -0.241028

Antenna 106: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 2.292907 0.447169 1.249061 2.292907 1.415091 1.140746 0.493287 -0.154084 -0.422799

Antenna 106: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Discontinuties 1.303534 0.390018 -0.323755 -1.004587 -1.067526 0.867695 1.237586 1.155713 1.303534

Antenna 106: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Temporal Variability 2.984973 0.530526 1.194707 -0.593555 -0.379401 2.742246 2.984973 0.641125 1.153714

Antenna 106: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 0.915582 0.781290 0.159806 -0.892858 -0.868870 0.915582 -0.319209 -0.118877 0.003788

Antenna 106: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 2.105270 0.421546 0.164426 -0.118023 -0.375844 1.564841 2.105270 -0.371244 1.139912

Antenna 106: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 1.426930 0.371307 0.452379 -1.219317 -0.772634 1.426930 -0.600380 0.158761 -0.890436

Antenna 106: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 2.084054 -0.103065 0.116801 -0.019756 0.039097 2.084054 1.132120 -0.387052 -0.419104

Antenna 106: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 3.890060 0.694042 0.062956 -0.113092 -0.208994 2.959829 3.890060 0.500852 0.456107

Antenna 106: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Discontinuties 2.468473 0.419561 1.029081 -2.484136 -2.579107 0.103576 1.463985 -0.982198 2.468473

Antenna 106: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 3.177419 0.719102 1.036083 -0.566113 -1.079378 3.177419 0.860348 0.023666 -0.515844

Antenna 106: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 3.929367 0.859514 -0.362446 -1.292318 0.718173 1.302491 3.929367 -0.639696 0.354042

Antenna 106: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 3.608221 1.107608 -0.319953 -0.216675 0.028655 0.645629 3.608221 -0.619523 1.600599

Antenna 106: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 2.689140 1.255730 0.101835 0.185362 0.003646 0.925552 2.689140 -0.452498 0.570452

Antenna 106: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 2.800454 1.827600 1.034061 -0.684295 0.998969 2.800454 0.857216 -0.724541 0.938512

Antenna 106: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 2.938626 -0.033359 1.555819 -0.061285 0.210880 2.938626 0.436761 1.084881 -1.023524

Antenna 106: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 5.470118 0.122151 1.909479 2.205273 0.803672 5.470118 2.096916 1.587292 -0.690271

Antenna 106: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Power 15.607373 3.332557 0.448357 15.607373 -0.960771 1.355907 4.442841 -1.401249 0.237477

Antenna 106: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Power 15.281069 3.484165 0.756639 15.281069 -0.230631 2.680862 4.019471 -1.243901 0.067364

Antenna 106: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Power 12.992412 0.919831 6.142071 -0.872417 12.992412 2.998140 4.410051 0.509805 -1.160102

Antenna 106: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Power inf 388.722430 388.589887 inf inf 7755.053472 7848.040183 7206.079902 7341.827114

Antenna 106: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 2.083667 -1.667514 0.065203 2.083667 -1.042644 -0.432748 -2.536100 0.045356 -1.552204

Antenna 106: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 2.266088 -0.422148 1.900713 2.266088 0.713733 -0.292360 0.702208 -0.382242 -0.308184

Antenna 106: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Power 21.057469 6.317014 -0.322631 21.057469 3.436514 16.194903 4.497498 -3.088740 0.576211

Antenna 106: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Shape 1.691827 -1.142355 1.691827 0.230426 0.085558 0.941705 0.058621 -0.807803 1.586343

Antenna 106: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Temporal Variability 33.177677 13.756607 -0.602825 23.587636 5.561900 33.177677 0.944584 2.844978 3.306526

Antenna 106: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Temporal Variability 22.122136 -0.616581 15.886505 6.485772 21.789377 0.964834 22.122136 0.457046 0.005663

Antenna 106: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Temporal Variability 28.047848 -0.708459 17.860626 6.329170 17.977776 3.534730 28.047848 6.535589 9.437961

Antenna 106: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Temporal Variability 35.774862 12.741994 -1.148872 26.042591 5.030913 35.774862 0.779791 -5.153754 2.120522

Antenna 106: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 106: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 106: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok nn Temporal Variability 64.163352 20.168516 4.695716 19.269566 2.936524 64.163352 6.086813 -5.597026 4.041508
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